{
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "# 3. 中文字体配置\n",
        "\n",
        "## 知识点讲解\n",
        "\n",
        "在 Matplotlib 中，默认字体不支持中文字符，直接使用中文会显示为方框。需要配置中文字体才能正常显示。\n",
        "\n",
        "### 字体问题\n",
        "\n",
        "**问题表现**：\n",
        "- 中文标签、标题显示为方框（□）\n",
        "- 图表中的中文文本无法正常显示\n",
        "\n",
        "**原因**：\n",
        "- Matplotlib 默认使用英文字体（如 DejaVu Sans）\n",
        "- 这些字体不包含中文字符集\n",
        "\n",
        "### 查询系统可用字体\n",
        "\n",
        "**方法说明**：\n",
        "使用 `FontManager` 可以查询系统中所有可用的字体。\n",
        "\n",
        "**语法格式**：\n",
        "```python\n",
        "from matplotlib.font_manager import FontManager\n",
        "\n",
        "fm = FontManager()\n",
        "fonts = [f.name for f in fm.ttflist]\n",
        "```\n",
        "\n",
        "**返回值说明**：\n",
        "- 返回字体名称列表\n",
        "- 可以筛选包含中文字符的字体\n",
        "\n",
        "**适用场景**：\n",
        "- 查找系统中可用的中文字体\n",
        "- 确认字体是否正确安装\n",
        "- 调试字体相关问题\n"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "### 设置中文字体\n",
        "\n",
        "**方法说明**：\n",
        "通过修改 `rcParams` 配置来设置中文字体。\n",
        "\n",
        "**语法格式**：\n",
        "```python\n",
        "plt.rcParams['font.sans-serif'] = ['字体名称']\n",
        "```\n",
        "\n",
        "**常用中文字体**：\n",
        "- **Windows**: `SimHei`（黑体）、`Microsoft YaHei`（微软雅黑）、`SimSun`（宋体）\n",
        "- **macOS**: `PingFang SC`（苹方）、`STHeiti`（华文黑体）、`Arial Unicode MS`\n",
        "- **Linux**: `WenQuanYi Micro Hei`（文泉驿微米黑）、`Noto Sans CJK SC`\n",
        "\n",
        "**参数说明**：\n",
        "- `font.sans-serif`: 设置无衬线字体列表（优先级从高到低）\n",
        "- 可以设置多个字体作为备选\n",
        "\n",
        "### 负号显示问题\n",
        "\n",
        "**问题**：\n",
        "设置中文字体后，负号可能显示为方块。\n",
        "\n",
        "**解决方法**：\n",
        "```python\n",
        "plt.rcParams['axes.unicode_minus'] = False\n",
        "```\n",
        "\n",
        "**参数说明**：\n",
        "- `axes.unicode_minus`: 控制是否使用 Unicode 负号\n",
        "- `False`: 使用 ASCII 负号（-），避免显示问题\n",
        "\n",
        "### 不同操作系统的字体选择\n",
        "\n",
        "**Windows**：\n",
        "```python\n",
        "plt.rcParams['font.sans-serif'] = ['Microsoft YaHei', 'SimHei']\n",
        "```\n",
        "\n",
        "**macOS**：\n",
        "```python\n",
        "plt.rcParams['font.sans-serif'] = ['PingFang SC', 'Arial Unicode MS']\n",
        "```\n",
        "\n",
        "**Linux**：\n",
        "```python\n",
        "plt.rcParams['font.sans-serif'] = ['WenQuanYi Micro Hei', 'Noto Sans CJK SC']\n",
        "```\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 5,
      "metadata": {},
      "outputs": [
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "Matplotlib is building the font cache; this may take a moment.\n"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "系统中可用的中文字体：\n",
            "  ✗ SimHei (未安装)\n",
            "  ✗ Microsoft YaHei (未安装)\n",
            "  ✗ SimSun (未安装)\n",
            "  ✗ PingFang SC (未安装)\n",
            "  ✓ STHeiti\n",
            "  ✓ Arial Unicode MS\n",
            "  ✗ WenQuanYi Micro Hei (未安装)\n",
            "\n",
            "系统中的部分字体（前20个）：\n",
            "  - .Aqua Kana\n",
            "  - .CJK Symbols Fallback HK\n",
            "  - .DecoType Nastaleeq Urdu UI\n",
            "  - .Keyboard\n",
            "  - .New York\n",
            "  - .SF Arabic\n",
            "  - .SF Arabic Rounded\n",
            "  - .SF Armenian\n",
            "  - .SF Armenian Rounded\n",
            "  - .SF Camera\n",
            "  - .SF Compact\n",
            "  - .SF Compact Rounded\n",
            "  - .SF Georgian\n",
            "  - .SF Georgian Rounded\n",
            "  - .SF Hebrew\n",
            "  - .SF Hebrew Rounded\n",
            "  - .SF NS Mono\n",
            "  - .SF NS Rounded\n",
            "  - .SF Soft Numeric\n",
            "  - .ThonburiUI\n"
          ]
        }
      ],
      "source": [
        "# 基础示例：查询系统可用字体\n",
        "from matplotlib.font_manager import FontManager\n",
        "import matplotlib.pyplot as plt\n",
        "\n",
        "# 创建字体管理器\n",
        "fm = FontManager()\n",
        "\n",
        "# 获取所有字体名称\n",
        "all_fonts = [f.name for f in fm.ttflist]\n",
        "\n",
        "# 查找包含中文的常见字体\n",
        "chinese_fonts = ['SimHei', 'Microsoft YaHei', 'SimSun', 'PingFang SC', \n",
        "                 'STHeiti', 'Arial Unicode MS', 'WenQuanYi Micro Hei']\n",
        "\n",
        "print(\"系统中可用的中文字体：\")\n",
        "for font in chinese_fonts:\n",
        "    if font in all_fonts:\n",
        "        print(f\"  ✓ {font}\")\n",
        "    else:\n",
        "        print(f\"  ✗ {font} (未安装)\")\n",
        "\n",
        "# 显示前20个字体名称\n",
        "print(\"\\n系统中的部分字体（前20个）：\")\n",
        "for font in sorted(set(all_fonts))[:20]:\n",
        "    print(f\"  - {font}\")\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {},
      "outputs": [],
      "source": [
        "# 基础示例：配置中文字体（Windows）\n",
        "import matplotlib.pyplot as plt\n",
        "import numpy as np\n",
        "\n",
        "# 设置中文字体（Windows）\n",
        "plt.rcParams['font.sans-serif'] = ['Microsoft YaHei', 'SimHei']\n",
        "# 解决负号显示问题\n",
        "plt.rcParams['axes.unicode_minus'] = False\n",
        "\n",
        "# 绘制图表\n",
        "x = np.linspace(0, 10, 100)\n",
        "y = np.sin(x)\n",
        "\n",
        "plt.figure(figsize=(8, 5))\n",
        "plt.plot(x, y, linewidth=2)\n",
        "plt.xlabel('横坐标（X轴）', fontsize=12)\n",
        "plt.ylabel('纵坐标（Y轴）', fontsize=12)\n",
        "plt.title('正弦函数图像', fontsize=14, fontweight='bold')\n",
        "plt.grid(True, alpha=0.3)\n",
        "plt.show()\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {},
      "outputs": [
        {
          "data": {
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",
            "text/plain": [
              "<Figure size 800x500 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "# 基础示例：配置中文字体（macOS）\n",
        "import matplotlib.pyplot as plt\n",
        "import numpy as np\n",
        "\n",
        "# 设置中文字体（macOS）\n",
        "plt.rcParams['font.sans-serif'] = ['PingFang SC', 'Arial Unicode MS']\n",
        "# 解决负号显示问题\n",
        "plt.rcParams['axes.unicode_minus'] = False\n",
        "\n",
        "# 绘制图表\n",
        "x = np.linspace(0, 10, 100)\n",
        "y = np.sin(x)\n",
        "\n",
        "plt.figure(figsize=(8, 5))\n",
        "plt.plot(x, y, linewidth=2)\n",
        "plt.xlabel('横坐标（X轴）', fontsize=12)\n",
        "plt.ylabel('纵坐标（Y轴）', fontsize=12)\n",
        "plt.title('正弦函数图像', fontsize=14, fontweight='bold')\n",
        "plt.grid(True, alpha=0.3)\n",
        "plt.show()\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 7,
      "metadata": {},
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "已设置字体: STHeiti\n"
          ]
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 1000x600 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "# 进阶示例：自动检测并设置中文字体\n",
        "import matplotlib.pyplot as plt\n",
        "import numpy as np\n",
        "import platform\n",
        "from matplotlib.font_manager import FontManager\n",
        "\n",
        "# 根据操作系统自动选择字体\n",
        "system = platform.system()\n",
        "fm = FontManager()\n",
        "available_fonts = [f.name for f in fm.ttflist]\n",
        "\n",
        "if system == 'Windows':\n",
        "    fonts = ['Microsoft YaHei', 'SimHei', 'SimSun']\n",
        "elif system == 'Darwin':  # macOS\n",
        "    fonts = ['PingFang SC', 'STHeiti', 'Arial Unicode MS']\n",
        "else:  # Linux\n",
        "    fonts = ['WenQuanYi Micro Hei', 'Noto Sans CJK SC']\n",
        "\n",
        "# 选择第一个可用的字体\n",
        "selected_font = None\n",
        "for font in fonts:\n",
        "    if font in available_fonts:\n",
        "        selected_font = font\n",
        "        break\n",
        "\n",
        "if selected_font:\n",
        "    plt.rcParams['font.sans-serif'] = [selected_font]\n",
        "    print(f\"已设置字体: {selected_font}\")\n",
        "else:\n",
        "    print(\"警告: 未找到可用的中文字体，中文可能无法正常显示\")\n",
        "\n",
        "plt.rcParams['axes.unicode_minus'] = False\n",
        "\n",
        "# 绘制图表\n",
        "x = np.linspace(0, 2*np.pi, 100)\n",
        "y1 = np.sin(x)\n",
        "y2 = np.cos(x)\n",
        "\n",
        "plt.figure(figsize=(10, 6))\n",
        "plt.plot(x, y1, label='正弦函数', linewidth=2)\n",
        "plt.plot(x, y2, label='余弦函数', linewidth=2)\n",
        "plt.xlabel('角度（弧度）', fontsize=12)\n",
        "plt.ylabel('函数值', fontsize=12)\n",
        "plt.title('三角函数图像对比', fontsize=14, fontweight='bold')\n",
        "plt.legend(fontsize=11)\n",
        "plt.grid(True, alpha=0.3)\n",
        "plt.show()\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 8,
      "metadata": {},
      "outputs": [
        {
          "data": {
            "image/png": 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dulwf77rjjjtsFjH78MMPc/0k/5J/LyIh2Y64PXDggD7++GO98MILWrlypc6ePStvb28tXbpUc+bMsYbLl5hMpnwXfpCkffv26fnnn7epzZw50/r7t956S+3bt89z35kzZyomJsam9uijj+rhhx+Ws7OzfvnlF3311VfWG9mYmBiNGTNGMTEx6tKli6ZNmyaTyaRJkybJz89PX3/9tfr3768FCxaoc+fO+fYMAABgb5cv9HX+/HnNnz9f06dP186dO9W6dWvt379fn3/+uUwmk4YOHaoWLVrkOsaRI0e0dOlS/fTTT1q5cqVCQkI0Y8YMPfroozbTcc2cOVMTJ07UkiVL9MEHH6h9+/a69957tXDhwlxrNHTp0kVdunSRJIWHh6t69er66quvCv361q9fLy8vL23ZskUpKSlq0qSJ3n//fesCa6+99pqcnJysn9j6dw+Xc3d317x58yRdvLeUck9RdsnTTz+da1qGwo64vV55Ldj22WefSZLat2+vxMREderUST/88EOe06kBKH8IbgGUO5f/BL4oDBo0KFft0ijSf/Px8dGyZcuUmJio6OhoJSQkKCMjwxrcXgpXd+7cqcWLF9vsu2vXrqv28sILL2js2LE2tYiICK1cuTLPOc4u/9hVkyZNdPDgQRmGIT8/P7344ovKysqSm5ubDhw4oDNnztjsm5GRIVdX13x7ue2222QYhs6dOyc/P798Q+q85PWxP5PJpNTUVA0ZMsS6SJmXl5defvllvf/++3JxcbGuhvzVV18pLCxMZrNZDz74oD7++GOZzeZc01wAAAA4msOHD2vFihX67rvvtHbtWhmGofvuu0+ffvqpWrdurfj4eL3//vuaMWOGPvnkEzVu3Fh33XWX7rzzTrVu3VoeHh4yDEMrVqzQLbfconHjxqlVq1Y250hPT7feE1eqVEkDBw7UgAEDtGjRIu3fvz9XaGuxWJSZmWl9HB8fr6pVq+YKVwvykf4hQ4YoNDRUCQkJOnz4sCTp+PHjio6OtvZkGEaue2Hp4ujZq43sTU5OtrnfP3v2rOrWrauZM2fqkUcesdn2SoMQ5s+fb7O426FDh5ScnJzv9BT16tXLFSwXRvfu3TVixAh16NDhmo8BoOwhuAVQ7uzYsSPPjxz9e2Gtf8vMzLS5CRw6dKjNnFwFNXfu3Fwf/7q0au8777wjSVq0aJF1moHCeOutt6yjDf4tv4USQkJCrGFqlSpV9Msvv2jq1KkymUx6++23dejQIb377rv66KOPFBERYd0vNTX1qvOb5eTkqEqVKvr000/zfP7+++/PM8jNycnJc3sfHx+5uLjI1dVVzz//vBo3bqxevXrJxcVFNWrUsN7I9+vXz7rP2LFjFR0drbvvvtv6kUEAAABHNGLECOsnh9q0aaPhw4frwQcftP7w+dInvp544gkNGDBAP/74o5YuXaqPPvpI77zzjsxms3777Te1adPmiouL5eTk5Jo6zGQy5ZpK4JI1a9bk+sTajh07bO5XTSZTvvdw//bv6RhGjRolSfL09NRzzz0ni8Vicz93uasFt15eXnnWhwwZoiFDhuT53Ndff20d8Xt5T2fPns217X/+8588j3HfffddV3D72muvqXHjxte8P4CyieAWQLmRmJgoKffcUgWVlpYmV1dXDR48WLNnzy7QPocPH1bdunVtagMGDLAurvD666/r8OHD1jm76tevr+eff14vvfSSnnvuOZv9NmzYoLvuuuuK5+vevbvNYg0F4efnJ0k6c+aM7rvvPv3222+qWrWqZs+erZYtW0q6OL3Erl27bALv2NhY6+Jf+UlKSpIk66iNnTt3Wj+eN2fOHN1xxx15LiDx+uuv53m8b7/9Vm3atFGbNm0kSR999JH1NXzwwQeSZDMv7iVvv/22br755iv2CgAAYG8vvfSSQkND1atXL1WvXl3VqlXTpEmTrrjPs88+qx9//FFr167VwYMH1aZNG61YsULdu3e/4n7jxo3LNZjgcsuXL1e3bt0kXVyM99K91unTpzVx4kQ98MADatu2rSRp4cKFNvd5V7N27VpJF9dBeOyxx/Taa6+pU6dOcnJy0urVq+Xk5KS4uLhc++U1Fdm/TZkypUA9XO7GG2/Ms96nT5+r/vlLyjWiGQCKCsEtgHJjy5YtMplMWr9+vTWsvNzmzZv12GOP5bt/QkKCKlWqpN69e6tz58567rnnlJqaqvfee89m5OmJEyf00ksvKSAgwGZ13kvq1q1rDXOnT5+umJgYa5B7SVxcnPbs2WNTu7TAV36ee+45a1BaEGaz2SbkrFatmjp06CBPT0+tWrUq10fJxo8fbzOCYd++fapZs+YVz3H+/HlJsga8NWrUsH6D0K5du3xHwL7xxht51t9//31t3Ljxiue8fFTwJa+//jrBLQAAcHg1atTItVDtrbfeqpEjR+a5/b333ivp4ierLv/hfdOmTfMNMH/66SctX75cd911l3766Sf93//9X56LdDVt2tT6+8DAQOv8sF988YUkaeTIkdb1CjZv3nzVe9XLXbr3vXS/GxISYq2tXr3a5rnLpaam5juitlevXlq3bl2Be5Ckm2++2TpQIS8VKlSwrgdxJUU9FdslOTk5xXZsAKUDwS2AciEjI0Pz589X69at810p999zuF7u7NmzSktLU40aNdSqVSu1atVKderU0a233qovvvhC33//vXx8fLR+/Xo999xz1kW98ruxvJoZM2ZoxowZhdonPT39qourXc7JySnX6NRLUy2sWrVKP//8s3WE7b8/GhcbG6tNmzbpv//9r83cX/926eN8lwJlX19fDR48WNLFURyXbsz/La+FG6SLo47zMnXqVD355JP68ccfbUZipKenq0KFCqpcuXK+PQIAADiy2rVrq1evXoXe58knn8xVP336tN544w317NlTn332mRo0aKAjR45o2rRpBT72Tz/9pIoVK9oEnufOnVPVqlUL1eOV5OTk2CzSdrmuXbvmWa9Vq5ZWrFihFStWFPg848ePv2Jwa28NGzbUxIkTc03jAKD8ILgFUC5MmDBBp06dKlSweblt27ZJks1cYO3atdN3332nPn366KabblLHjh01Z84cNW/eXIsXL1b9+vULfPyMjAzNmjXLOjJ12LBhevzxx2222bp161Xn1PXz88vzY2X/9tprr+U7qvWSzp0751qwoVu3bqpevbomT56srKwsZWdnq06dOho3bpzee++9XMe4NG/w8OHDFRQUZPPc1KlTtWzZsqv2ejXff/+9Ro0apZtvvjnXNBGXFjG72lxoAAAAZd2+fft01113yTAMffTRR6pcubKmTZumfv36qUKFCpo4ceJVR3cePXpUX3/9tUaOHGmzENnhw4etazYMGzasQFMa/FtUVJTef/991alTR05OTtq0aVOubZ544omrHmfKlCl5htb/VtBpHYpaTk6O9uzZo7/++ksnT57MN/A+evSoDh8+rFOnTpVwhwAcCcEtgDJv1apVGj9+vMLDw3Xfffdd0zG+++47eXh42Hzc/tJHl2644QZt3LhRBw4cUIUKFTRo0KA8P26Wl5ycHJ08eVJBQUE6ffq0da7bGjVq5Prpf3Jy8lWPl5WVpcjIyKtud+TIkatu8+/VhCWpcePG2rx5s/7v//5Pbdu21dixY+Xi4qKIiAh99913+vrrr1WxYkXr9osXL9YNN9xgXfSsdu3aSkhIUMWKFa+4YEaPHj3UoEGDK/YXHR2t999/X3PmzFHDhg21ePHiXIvO7d27V9LFedkAAABKo2PHjum777675v1jYmI0depUvfvuu6pSpYpWrVqlOnXqSJL69u2r2NhYPfPMM4qMjNTo0aPVs2fPPO9ls7Ky9Mgjj8jV1VVPPfWUzfEPHDhgnbahTp061uNfzaXFzF599VXt2bNH9erVs07XlddIWG9v76sec//+/QW6Hy6IuXPnau7cuQXaNq9+s7KytGfPHu3fv1/SxakZduzYobS0NEkXp4gYPXq0JOngwYPWxcksFos+++wzSRenygBQfhHcAijTli9frj59+qhatWr66quvcj0fFxeniRMnyt3d3Rryubq62mxz7NgxzZs3T/fcc482btyo6Oho7dixQytWrFBMTIyqV6+ucePGqVGjRpoyZYoiIiI0cuRItWrVSjfccIMaNWqk5s2b57nKbFxcnC5cuKC2bdvqxx9/VIsWLTRgwACbbb744gudOHHCOk3AlW5YExMTC3xzd7URFe+99541CM3JyVFSUpLuvPNOLV++XIGBgZo3b54qVKig8ePHq02bNnrggQfUvn17bdiwQRUrVtRvv/2mDRs2aNKkSRo0aJD69u2rH3/8UUFBQXr44YfVpEmTPF9Ldna2evToobNnz+qbb76xhu3x8fH66KOPdPDgQW3dulXR0dFycXHR8OHDNWHCBPn4+Ei6+PG9tWvXqkaNGvruu+9Us2ZNBQcHF+jPBAAAwNGsXbvWuphXQW3dulWrVq3S6tWrtW7dOjk5OWnIkCEaN26cKlWqZLNtRESE2rdvrxdffFEPPvigKlSooC5duqhPnz7WEDUmJkaPPfaY1q9fr2nTpunAgQMaMGCAbr75Zq1fv16GYVgX0T19+rRmz54tV1dXrVq1SpJsRude7tInxeLi4vTOO+9o+PDhevvtt222OXXqlD755BOZzWb99ddfuuOOO6742idPnnzNn7L7txYtWuiBBx646nb/7vmS559/3rq4maurq3JycjRgwADr1GtNmzbVgQMH5Orqmuco5QceeMA6khlA+URwC6DMio2N1YMPPihPT08tX748z4UFqlSpoh9++EF79+6VyWRSy5YtcwWfv/76q5ycnPTaa69pyJAhWr9+vRo1aqQHHnhA99xzjzp37mwNQR988EEdOXJE3333ndasWaMlS5YoNjZWr7zySp7B7dSpU5WYmHjFhbPOnDmjMWPGyM3NTf/5z38UEhKS77aVKlXS+vXrr/pnM23aNM2cOfOK24wcOdI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            "text/plain": [
              "<Figure size 1400x500 with 2 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "# 实际应用场景：数据可视化中的中文显示\n",
        "import matplotlib.pyplot as plt\n",
        "import numpy as np\n",
        "\n",
        "# 设置中文字体（macOS）\n",
        "plt.rcParams['font.sans-serif'] = ['PingFang SC', 'Arial Unicode MS']\n",
        "# 解决负号显示问题\n",
        "plt.rcParams['axes.unicode_minus'] = False\n",
        "\n",
        "# 模拟销售数据\n",
        "months = ['一月', '二月', '三月', '四月', '五月', '六月']\n",
        "sales = [120, 135, 150, 145, 160, 175]\n",
        "categories = ['电子产品', '服装', '食品', '图书']\n",
        "\n",
        "# 创建图表\n",
        "fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(14, 5))\n",
        "\n",
        "# 左图：折线图\n",
        "ax1.plot(months, sales, marker='o', linewidth=2, markersize=8, color='#2E86AB')\n",
        "ax1.set_xlabel('月份', fontsize=12)\n",
        "ax1.set_ylabel('销售额（万元）', fontsize=12)\n",
        "ax1.set_title('月度销售额趋势', fontsize=14, fontweight='bold')\n",
        "ax1.grid(True, alpha=0.3)\n",
        "ax1.set_ylim(100, 200)\n",
        "\n",
        "# 右图：柱状图\n",
        "values = [45, 30, 20, 15]\n",
        "colors = ['#A23B72', '#F18F01', '#C73E1D', '#6A994E']\n",
        "ax2.bar(categories, values, color=colors, alpha=0.8)\n",
        "ax2.set_xlabel('商品类别', fontsize=12)\n",
        "ax2.set_ylabel('占比（%）', fontsize=12)\n",
        "ax2.set_title('各类别销售占比', fontsize=14, fontweight='bold')\n",
        "ax2.grid(True, alpha=0.3, axis='y')\n",
        "\n",
        "plt.tight_layout()\n",
        "plt.show()\n"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "## 常见错误和注意事项\n",
        "\n",
        "1. **字体未安装**\n",
        "   - 错误：设置字体后仍显示方框\n",
        "   - 解决：检查字体是否已安装，使用 `FontManager` 查询可用字体\n",
        "\n",
        "2. **字体名称错误**\n",
        "   - 错误：字体名称拼写错误\n",
        "   - 解决：使用准确的字体名称，注意大小写\n",
        "\n",
        "3. **负号显示问题**\n",
        "   - 错误：负号显示为方块\n",
        "   - 解决：设置 `plt.rcParams['axes.unicode_minus'] = False`\n",
        "\n",
        "4. **跨平台兼容性**\n",
        "   - 不同操作系统字体名称不同\n",
        "   - 建议：使用字体列表，设置多个备选字体\n",
        "\n",
        "5. **配置持久化**\n",
        "   - `rcParams` 的修改只在当前会话有效\n",
        "   - 如需永久配置，可以创建配置文件或每次导入时设置\n"
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        "## 总结\n",
        "\n",
        "### 最佳实践\n",
        "\n",
        "1. **字体选择**：\n",
        "   - Windows: `Microsoft YaHei` 或 `SimHei`\n",
        "   - macOS: `PingFang SC` 或 `Arial Unicode MS`\n",
        "   - Linux: `WenQuanYi Micro Hei` 或 `Noto Sans CJK SC`\n",
        "\n",
        "2. **配置方式**：\n",
        "   - 设置多个备选字体，提高兼容性\n",
        "   - 同时设置 `axes.unicode_minus = False`\n",
        "\n",
        "3. **代码组织**：\n",
        "   - 在导入 matplotlib 后立即配置字体\n",
        "   - 可以创建配置函数，方便复用\n",
        "\n",
        "4. **跨平台开发**：\n",
        "   - 使用 `platform` 模块自动检测操作系统\n",
        "   - 根据系统选择相应的字体\n",
        "\n",
        "### 性能建议\n",
        "\n",
        "- 字体配置对性能影响很小，可以放心使用\n",
        "- 建议在程序开始时一次性配置，避免重复设置\n",
        "- 使用字体列表可以提高字体查找效率\n",
        "\n",
        "### 配置文件方式（可选）\n",
        "\n",
        "如果需要永久配置，可以创建 `matplotlibrc` 配置文件，但更推荐在代码中显式设置，提高代码的可移植性。\n"
      ]
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